DocumentCode :
2199803
Title :
A Mixed-Methods Approach to Disclose the Influence of Twofold Information Usefulness on Sales
Author :
Liu, Libo Ivy ; Ren, Jimmy S. J. ; Long Song ; Mirkovski, Kristijan
Author_Institution :
Dept. of Inf. Syst. & Logistics, Swinburne Univ. of Technol., Melbourne, VIC, Australia
fYear :
2015
fDate :
5-8 Jan. 2015
Firstpage :
3345
Lastpage :
3353
Abstract :
In the current study, we examine the relative effects of the two types of consumer reviews (i.e., Positive and negative eWOM) on consumers´ purchase decisions, and the moderating roles of the two types of information usefulness (i.e., Explicit usefulness and implicit usefulness). Analyzing a large-scale panel data collected from an online shopping site, we found that consumers´ purchase decisions are indeed influenced by both positive and negative reviews. In addition, a SVM classifier is built to identify the implicit useful reviews. Our results show that information usefulness, including explicit and implicit useful information, has an important moderating role in consumers´ purchase decisions. This study contributes to the existing literature by explaining how information usefulness (i.e., Explicit and implicit usefulness) moderates the influence of consumer review on consumers´ purchase decisions, and providing a classifier for consumer reviews through sentiment analysis in online social shopping sites. The results offer important and interesting insights to IS research and practice.
Keywords :
consumer behaviour; pattern classification; retail data processing; social networking (online); support vector machines; IS research; SVM classifier; consumer purchase decisions; consumer reviews; implicit useful reviews; large-scale panel data; mixed-methods approach; negative reviews; online shopping site; online social shopping sites; positive reviews; sentiment analysis; twofold information usefulness; Analytical models; Context; Data models; Footwear; Information systems; Semantics; Sentiment analysis; consumer purchase decision; explicit usefulness; implicit usefulness; information usefulness; mixed-methods; negative electronic word of mouth; positive electronic word of mouth; social commerce;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
System Sciences (HICSS), 2015 48th Hawaii International Conference on
Conference_Location :
Kauai, HI
ISSN :
1530-1605
Type :
conf
DOI :
10.1109/HICSS.2015.404
Filename :
7070219
Link To Document :
بازگشت